{"id":"W2912057220","doi":"10.1016/j.annepidem.2019.01.009","title":"Population risk and burden of health behavioral–related all-cause, premature, and amenable deaths in Ontario, Canada: Canadian Community Health Survey–linked mortality files","year":2019,"lang":"en","type":"article","venue":"Annals of Epidemiology","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Institute for Clinical Evaluative Sciences; London Health Sciences Centre; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Environmental health; Population health; Demography; Population; Community health; Gerontology; Public health; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02693217,0.0001291789,0.001226733,0.0001536958,0.00008624294,0.000001395531,0.00005615841,0.0002113776,0.00008189803],"category_scores_gemma":[0.0009264618,0.0001241628,0.00007023096,0.0001261221,0.00006052448,0.00005211805,0.00003013987,0.0006339207,5.019819e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022245,"about_ca_system_score_gemma":0.001997847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999623,"about_ca_topic_score_gemma":0.9999411,"domain_scores_codex":[0.9871684,0.01084821,0.001177418,0.0002311539,0.000119578,0.000455182],"domain_scores_gemma":[0.9979742,0.0004545396,0.000633602,0.0004116248,0.0001323306,0.0003936638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001753376,0.00005211724,0.9946569,0.0003105928,0.0001438563,0.000001276443,0.0004206874,0.00008984475,0.000002204655,0.00009337256,0.0008100558,0.003401518],"study_design_scores_gemma":[0.0006325413,0.000415634,0.9973604,0.0002323943,0.00003302645,0.00001233287,0.0001460317,0.0001233709,0.000001725263,0.0005634793,0.0004082783,0.00007080154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934289,0.003536464,0.00002053557,0.001889887,0.00007852964,0.0008376854,0.0001372909,0.000006820376,0.00006383254],"genre_scores_gemma":[0.9953049,0.002076841,0.0001064753,0.001225268,0.000005451606,0.000007338207,0.001188559,0.000009665961,0.00007547995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02600571,"threshold_uncertainty_score":0.9334206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2291443870831593,"score_gpt":0.4280775482920255,"score_spread":0.1989331612088663,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}